{"slug":"nvidia-tao-train-oneformer","source_name":"nvidia/tao-train-oneformer","name":"Nvidia/Tao Train Oneformer","description":"OneFormer for universal image segmentation. Unifies panoptic, instance, and semantic segmentation with a single architecture using task-conditioned queries. Use when training, evaluating, exporting, quantizing, or running inference for a TAO OneFormer model. Trigger phrases include \"train OneFormer\", \"universal segmentation\", \"task-conditioned segmentation\", \"panoptic / instance / semantic in one model\".","version":1,"lift":{"pass_rate_delta_pts":50,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":217.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-13T13:57:13.647502+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":50,"with_pass_pct":95.5,"without_pass_pct":45.5,"tokens_delta_pct":217.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-13T13:57:13.647502+00:00","run_id":"c4e06863-f86e-4591-858c-b41e90e94ee5","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"Apache-2.0","install_count":0,"manifest_hash":"0d2ca0c154cfd1cd7d392a57dba53b5133f18fb65fce1a4f4f6502503938e636","raw_url":"https://app.decimal.ai/s/nvidia-tao-train-oneformer/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/nvidia-tao-train-oneformer"}